Data Prep

Starting with a clean environment:

rm(list=ls())

library("tidyverse")
library("here")
library("taxize") #for standardizing taxonomy - but so far I haven't needed this since all old taxons matched with corrections provided in the 2010 dataset
#remotes::install_github("ropensci/rfishbase")
library("rfishbase")
library("dplyr")
library("stringi")

Downloaded all benthic macroinvertebrate files from EPA. Had to also download site info files for some.

BC2000<-read_csv(here("current work", "raw data", "nca_benthicdata.csv")) #data w species counts early 2000's

Rows: 60932 Columns: 21── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (13): REGION, SITE_ID, taxon, lpil, phylum, class, order, family, genus, PSTL_CODE, NCA_REGION, ESTU...
dbl  (8): abund, grabarea_m2, num_m2, tot_abund, tot_num_m2, LON_DD, LAT_DD, SAMPYEAR
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2010a<-read_csv(here("current work", "raw data", "assessed_ncca2010_benthic_data.csv")) #data w species counts 2010 (used in water quality assessments)

Warning: One or more parsing issues, call `problems()` on your data frame for details, e.g.:
  dat <- vroom(...)
  problems(dat)Rows: 20239 Columns: 39── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (24): SITE_ID, STATE, DATE_COL, TAXON_ORIGINAL, TAXON_CORRECTED, CONDITION, DISTINCT, FLAGGED, IMMAT...
dbl (15): UID, SCREENSIZE, TOTAL, ADULT, LARVAE, NUM_AGGREGATED, PUPAE, SAMPLE_ID, WORMS_APHIAID, ITIS_T...
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2010b<-read_csv(here("current work", "raw data", "not_assessed_ncca2010_benthic_data.csv")) #data w species counts 2010 (not used in water quality assessments) NOTE: we don't have the necessary info (such as LAT and LON) on the grabs for this data in the following file *maybe can find this in a water chemistry file -got it!

Rows: 4157 Columns: 40── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (30): SITE_ID, STATE, DATE_COL, SCREENSIZE, TAXON_ORIGINAL, TAXON_CORRECTED, CONDITION, DISTINCT, FL...
dbl (10): UID, VISIT_NO, TOTAL, ADULT, LARVAE, NUM_AGGREGATED, PUPAE, SAMPLE_ID, WORMS_APHIAID, ITIS_TSN
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BG2010<-read_csv(here("current work", "raw data", "ncca2010_benthic_indicator_status.csv")) #data w necessary info on grabs

Rows: 1104 Columns: 28── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (18): SITE_ID, PSTL_CODE, WTBDY_NM, RSRC_CLASS, NCCA_REG, GREAT_LAKE, NPSPARK, NEP_NM, STATUS_ALL, T...
dbl (10): UID, LON_DD, LAT_DD, ALBERS_X, ALBERS_Y, EPA_REG, WGT_SQMI10, WGT_SQMIFT, NCA_BI, OTI
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BG2015<-read_csv(here("current work", "raw data", "ncca_2015_benthic_grab_estuarine-data.csv")) #data on the just the grabs 2015

Rows: 1757 Columns: 23── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (23): PUBLICATION_DATE, STUDY, UID, SITE_ID, PSTL_CODE, VISIT_NO, SAMPLE_ID, YEAR, DATE_COL, NCCA_RE...
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2015<-read_csv(here("current work", "raw data", "ncca_2015_benthic_count_estuarine-data.csv")) #data w species counts 2015

Rows: 19602 Columns: 22── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (15): PUBLICATION_DATE, SITE_ID, DATE_COL, STUDY, PSTL_CODE, NCCA_REG, INDEX_AP, INDEX_NCCA15, IS_DI...
dbl  (7): TAXA_ID, UID, VISIT_NO, YEAR, TOTAL, APHIA_ID, ITISTSN
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2015sites<-read_csv(here("current work", "raw data", "ncca_2015_site_information_estuarine-data.csv")) #data w site info 2015

Rows: 799 Columns: 52── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (37): PUBLICATION_DATE, SITE_ID, DATE_COL, STUDY, PSTL_CODE, UNIQUE_ID, WGT_CAT_AP, DWH_REGION, EPA_...
dbl (12): UID, YEAR, VISIT_NO, LAT_DD83, LON_DD83, XCOORD, YCOORD, WGT_SP_AP, WGT_SP, LAT_DD, LON_DD, ST...
lgl  (3): COUNTRY, GREAT_LAKE, NPS_PARK
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BG2020<-read_csv(here("current work", "raw data", "ncca20_bentgrab_data.csv")) #data on just the grabs 2020

Rows: 1285 Columns: 17── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (11): PUBLICATION_DATE, UNIQUE_ID, SITE_ID, DATE_COL, PSTL_CODE, WTBDY_TYPE, GRAB_DEPTH, GRAB_TYPE, ...
dbl  (5): UID, VISIT_NO, FINAL_GRAB_AREA, GRABS, SALINITY
lgl  (1): SIEVE_SIZE
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2020<-read_csv(here("current work", "raw data", "ncca20_bentcount_data.csv")) #data w species counts 2020

Rows: 26829 Columns: 20── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (12): PUBLICATION_DATE, UNIQUE_ID, SITE_ID, DATE_COL, PSTL_CODE, WTBDY_TYPE, TARGET_TAXON, HABITAT, ...
dbl  (8): UID, VISIT_NO, TAXA_ID, APHIA_ID, ITISTSN, DENSITY, IS_DISTINCT, TOTAL
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2020Esites<-read_csv(here("current work", "raw data", "ncca20_siteinfo_estuaries_data_2.csv")) # estuary site info 2020

Rows: 911 Columns: 36── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (25): PUBLICATION_DATE, UNIQUE_ID, SITE_ID, DATE_COL, PSTL_CODE, WTBDY_TYPE, IND_DOMAIN, EPA_REG, ES...
dbl (11): UID, VISIT_NO, LAT_DD, LON_DD, STATION_DEPTH, YEAR, DSGN_CYCLE, LAT_DD83, LON_DD83, XCOORD, YC...
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2020Rsites<-read_csv(here("current work", "raw data", "ncca20_siteinfo_reef_flats_data.csv")) #reef flat site info 2020

Rows: 165 Columns: 30── Column specification ────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (19): PUBLICATION_DATE, UNIQUE_ID, SITE_ID, DATE_COL, PSTL_CODE, IND_DOMAIN, EPA_REG, EVAL_CAT, FEAT...
dbl (11): UID, YEAR, VISIT_NO, LAT_DD, LON_DD, STATION_DEPTH, DSGN_CYCLE, LAT_DD84, LON_DD84, XCOORD, YC...
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

#missing coordinates data for 2015
#BG2015
#BC2015

Step 1: Cut data so only considering east coast marine estuaries

Using the buoy marking the southern most extent of Florida located at 24.469833 N, -80.20817 E and selecting only observations made NE of it to get only east coast observations.

BC2000<-BC2000 %>%
  filter(LON_DD > -80.20817 & LAT_DD > 24.469833) %>% #note: this filter alone will give all of the east coast observations since there are no other observations NE of this point
  filter(NCA_REGION == "East_Coast") # but can ensure by adding this

BC2010a<-merge(BC2010a, BG2010, by = "UID") #merging these two data frames so can get the coordinates of each grab sample since these aren't in the count data
BC2010a<-BC2010a %>%
  filter(LON_DD > -80.20817 & LAT_DD > 24.469833) %>%
  filter(RSRC_CLASS == "NCA_Estuarine_Coastal") #to remove Great Lakes samples located NE of this point
BC2010b

BC2015sites

coords<-BC2015sites %>% select(UID, LON_DD, LAT_DD, NCA_REG) # get coordinates for each site and region info from the 2010 data
BC2015<-merge(BC2015, coords, by="UID")
BC2015 %>%
  filter(LON_DD > -80.20817 & LAT_DD > 24.469833) %>% #note: this filter alone will give all of the east coast observations since there are no other observations NE of this point
  filter(NCA_REG == "East_Coast") # but can ensure by adding this

BC2020 %>% filter(HABITAT == "EST")

coords<-BC2020Esites %>% select(UID, LON_DD, LAT_DD, NCA_REG) # get coordinates for each site and region info from the 2020 estaury data
BC2020<-merge(BC2020, coords, by = "UID")
BC2020 %>%
  filter(LON_DD > -80.20817 & LAT_DD > 24.469833) %>% #note: this filter alone will give all of the east coast observations since there are no other observations NE of this point
  filter(NCA_REG == "East_Coast") # but can ensure by adding this

#DATA we care about:
BC2000

BC2010a

BC2010b

BC2015

BC2020

Step 2: Match up taxonomy of early 2000’s with 2010 data. Then match up taxonomy to data in sealifbase.

BC2000cor %>% select(TAXON_CORRECTED) %>% unique() %>% validate_names() #trying to match sealifebase gives us nothing!!!

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Error in `dplyr::left_join()`:
! Join columns in `x` must be present in the data.
✖ Problem with `synonym`.
Run `]8;;x-r-run:rlang::last_trace()rlang::last_trace()]8;;` to see where the error occurred.

fb_tbl("species", "sealifebase")